Overview

Brought to you by YData

Dataset statistics

Number of variables	26
Number of observations	101693
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	20.2 MiB
Average record size in memory	208.0 B

Variable types

Numeric	19
Categorical	4
Text	2
DateTime	1

Alerts

`Average_Rating` is highly overall correlated with `Hotel_Name` and 6 other fields	High correlation
`Crawled_date` is highly overall correlated with `Hotel_Name` and 1 other fields	High correlation
`FOG Index` is highly overall correlated with `Flesch Reading Ease`	High correlation
`Flesch Reading Ease` is highly overall correlated with `FOG Index`	High correlation
`Hotel_Name` is highly overall correlated with `Average_Rating` and 10 other fields	High correlation
`Num_of_Ratings` is highly overall correlated with `Hotel_Name` and 1 other fields	High correlation
`Unnamed: 0` is highly overall correlated with `Hotel_Name` and 1 other fields	High correlation
`breadth` is highly overall correlated with `depth` and 1 other fields	High correlation
`cleanliness_score` is highly overall correlated with `Average_Rating` and 6 other fields	High correlation
`comfort_score` is highly overall correlated with `Average_Rating` and 5 other fields	High correlation
`depth` is highly overall correlated with `breadth`	High correlation
`employee_friendliness_score` is highly overall correlated with `Average_Rating` and 5 other fields	High correlation
`facility_score` is highly overall correlated with `Average_Rating` and 6 other fields	High correlation
`hotel_grade` is highly overall correlated with `Average_Rating` and 5 other fields	High correlation
`location_score` is highly overall correlated with `Hotel_Name`	High correlation
`text_length` is highly overall correlated with `breadth`	High correlation
`value_for_money_score` is highly overall correlated with `Average_Rating` and 6 other fields	High correlation
`is_photo` is highly imbalanced (70.6%)	Imbalance
`Crawled_date` is highly imbalanced (83.3%)	Imbalance
`Unnamed: 0` is uniformly distributed	Uniform
`Unnamed: 0` has unique values	Unique
`Review_Text` has unique values	Unique
`Helpfulness` has 92031 (90.5%) zeros	Zeros
`Deviation of star ratings` has 2537 (2.5%) zeros	Zeros

Reproduction

Analysis started	2025-02-05 07:49:19.917456
Analysis finished	2025-02-05 07:49:58.302897
Duration	38.39 seconds
Software version	ydata-profiling vv4.12.1
Download configuration	config.json

Unnamed: 0
Real number (ℝ)

High correlation Uniform Unique

Distinct	101693
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	51631.052

Minimum	0
Maximum	103563
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	794.6 KiB

Quantile statistics

Minimum	0
5-th percentile	5122.6
Q1	25688
median	51615
Q3	77443
95-th percentile	98361.4
Maximum	103563
Range	103563
Interquartile range (IQR)	51755

Descriptive statistics

Standard deviation	29900.729
Coefficient of variation (CV)	0.57912299
Kurtosis	-1.1999338
Mean	51631.052
Median Absolute Deviation (MAD)	25878
Skewness	0.0043273899
Sum	5.2505166 × 10⁹
Variance	8.9405362 × 10⁸
Monotonicity	Strictly increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1	< 0.1%
68874	1	< 0.1%
68872	1	< 0.1%
68871	1	< 0.1%
68870	1	< 0.1%
68869	1	< 0.1%
68868	1	< 0.1%
68867	1	< 0.1%
68866	1	< 0.1%
68865	1	< 0.1%
Other values (101683)	101683	> 99.9%

Value	Count	Frequency (%)
0	1	< 0.1%
1	1	< 0.1%
2	1	< 0.1%
3	1	< 0.1%
4	1	< 0.1%
5	1	< 0.1%
6	1	< 0.1%
7	1	< 0.1%
8	1	< 0.1%
9	1	< 0.1%

Value	Count	Frequency (%)
103563	1	< 0.1%
103562	1	< 0.1%
103561	1	< 0.1%
103560	1	< 0.1%
103559	1	< 0.1%
103558	1	< 0.1%
103557	1	< 0.1%
103556	1	< 0.1%
103555	1	< 0.1%
103553	1	< 0.1%

Hotel_Name
Categorical

High correlation

Distinct	33
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	794.6 KiB

zedwell-trocaderor	4937
lancaster-gate	4887
thistletower	4878
stgileshotel	4866
z-trafalgar	4655
Other values (28)	77470

Length

Max length	35
Median length	22
Mean length	15.721112
Min length	3

Characters and Unicode

Total characters	1598727
Distinct characters	26
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	studios2let
2nd row	studios2let
3rd row	studios2let
4th row	studios2let
5th row	studios2let

Common Values

Value	Count	Frequency (%)
zedwell-trocaderor	4937	4.9%
lancaster-gate	4887	4.8%
thistletower	4878	4.8%
stgileshotel	4866	4.8%
z-trafalgar	4655	4.6%
nyx-hotel-london-by-leonardo-hotels	4487	4.4%
radissonblugrafton	3675	3.6%
cityinnwestminster	3630	3.6%
sidneyhotel	3510	3.5%
ace	3476	3.4%
Other values (23)	58692	57.7%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
zedwell-trocaderor	4937	4.9%
lancaster-gate	4887	4.8%
thistletower	4878	4.8%
stgileshotel	4866	4.8%
z-trafalgar	4655	4.6%
nyx-hotel-london-by-leonardo-hotels	4487	4.4%
radissonblugrafton	3675	3.6%
cityinnwestminster	3630	3.6%
sidneyhotel	3510	3.5%
ace	3476	3.4%
Other values (23)	58692	57.7%

Most occurring characters

Value	Count	Frequency (%)
e	171730	10.7%
o	165628	10.4%
t	164754	10.3%
l	139017	8.7%
a	116689	7.3%
r	109509	6.8%
n	99081	6.2%
s	89360	5.6%
-	80136	5.0%
h	72689	4.5%
Other values (16)	390134	24.4%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	1598727	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	171730	10.7%
o	165628	10.4%
t	164754	10.3%
l	139017	8.7%
a	116689	7.3%
r	109509	6.8%
n	99081	6.2%
s	89360	5.6%
-	80136	5.0%
h	72689	4.5%
Other values (16)	390134	24.4%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	1598727	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	171730	10.7%
o	165628	10.4%
t	164754	10.3%
l	139017	8.7%
a	116689	7.3%
r	109509	6.8%
n	99081	6.2%
s	89360	5.6%
-	80136	5.0%
h	72689	4.5%
Other values (16)	390134	24.4%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	1598727	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	171730	10.7%
o	165628	10.4%
t	164754	10.3%
l	139017	8.7%
a	116689	7.3%
r	109509	6.8%
n	99081	6.2%
s	89360	5.6%
-	80136	5.0%
h	72689	4.5%
Other values (16)	390134	24.4%

Review_Text
Text

Unique

Distinct	101693
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	794.6 KiB

Length

Max length	3604
Median length	1901
Mean length	211.96352
Min length	1

Characters and Unicode

Total characters	21555206
Distinct characters	2192
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	101693 ?
Unique (%)	100.0%

Sample

1st row	Perfect location with good connections and shops and pubs
2nd row	The room had everything you needed. Near to amenities, was good room for price just needs little updatingThe bed was so hard it felt like sleeping on a hard floor, you had to make sure you had something on your feet as flooring pinched you feet needs changing
3rd row	Conveniently nearby St. Pancras, very small but clean and pleasant room (first floor with small balcony to street side). Interesting area.Luggage service can be improved by offering to lock luggage up instead of it just being put into the hall with all risks on the guests.
4th row	Reception staffed 24 hours a day.All good.
5th row	Very convenient to King’s Cross and the cityA little dated could do with a lick of paint

Value	Count	Frequency (%)
the	195386	5.2%
and	135249	3.6%
was	114450	3.0%
to	88001	2.3%
a	85622	2.3%
room	65652	1.7%
in	57965	1.5%
very	49945	1.3%
for	46262	1.2%
location	44905	1.2%
Other values (112839)	2881166	76.5%

Most occurring characters

Value	Count	Frequency (%)
	3659420	17.0%
e	2033083	9.4%
o	1529032	7.1%
t	1490307	6.9%
a	1473688	6.8%
n	1137142	5.3%
r	1033282	4.8%
i	1025785	4.8%
s	958874	4.4%
l	818520	3.8%
Other values (2182)	6396073	29.7%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	21555206	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
	3659420	17.0%
e	2033083	9.4%
o	1529032	7.1%
t	1490307	6.9%
a	1473688	6.8%
n	1137142	5.3%
r	1033282	4.8%
i	1025785	4.8%
s	958874	4.4%
l	818520	3.8%
Other values (2182)	6396073	29.7%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	21555206	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
	3659420	17.0%
e	2033083	9.4%
o	1529032	7.1%
t	1490307	6.9%
a	1473688	6.8%
n	1137142	5.3%
r	1033282	4.8%
i	1025785	4.8%
s	958874	4.4%
l	818520	3.8%
Other values (2182)	6396073	29.7%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	21555206	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
	3659420	17.0%
e	2033083	9.4%
o	1529032	7.1%
t	1490307	6.9%
a	1473688	6.8%
n	1137142	5.3%
r	1033282	4.8%
i	1025785	4.8%
s	958874	4.4%
l	818520	3.8%
Other values (2182)	6396073	29.7%

Posted_Date
Date

Distinct	1111
Distinct (%)	1.1%
Missing	0
Missing (%)	0.0%
Memory size	794.6 KiB

Minimum	2021-12-01 00:00:00
Maximum	2024-12-16 00:00:00
Invalid dates	0
Invalid dates (%)	0.0%

Histogram with fixed size bins (bins=50)

Rating
Real number (ℝ)

Distinct	25
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7.7064105

Minimum	1
Maximum	10
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	794.6 KiB

Quantile statistics

Minimum	1
5-th percentile	4
Q1	7
median	8
Q3	9
95-th percentile	10
Maximum	10
Range	9
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.9083027
Coefficient of variation (CV)	0.24762536
Kurtosis	2.0209368
Mean	7.7064105
Median Absolute Deviation (MAD)	1
Skewness	-1.2941539
Sum	783688
Variance	3.6416191
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=25)

Value	Count	Frequency (%)
8	29854	29.4%
9	19098	18.8%
7	17189	16.9%
10	16699	16.4%
6	7238	7.1%
5	4496	4.4%
4	2487	2.4%
3	1867	1.8%
1	1774	1.7%
2	917	0.9%
Other values (15)	74	0.1%

Value	Count	Frequency (%)
1	1774	1.7%
2	917	0.9%
2.5	1	< 0.1%
2.9	1	< 0.1%
3	1867	1.8%
3.8	1	< 0.1%
4	2487	2.4%
4.6	1	< 0.1%
5	4496	4.4%
5.4	2	< 0.1%

Value	Count	Frequency (%)
10	16699	16.4%
9.6	15	< 0.1%
9.2	12	< 0.1%
9	19098	18.8%
8.8	8	< 0.1%
8.3	7	< 0.1%
8	29854	29.4%
7.9	9	< 0.1%
7.5	5	< 0.1%
7.1	3	< 0.1%

Average_Rating
Real number (ℝ)

High correlation

Distinct	15
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7.843059

Minimum	7
Maximum	8.7
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	794.6 KiB

Quantile statistics

Minimum	7
5-th percentile	7
Q1	7.7
median	7.8
Q3	8.2
95-th percentile	8.6
Maximum	8.7
Range	1.7
Interquartile range (IQR)	0.5

Descriptive statistics

Standard deviation	0.42189297
Coefficient of variation (CV)	0.05379189
Kurtosis	-0.32844262
Mean	7.843059
Median Absolute Deviation (MAD)	0.2
Skewness	0.027417095
Sum	797584.2
Variance	0.17799368
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=15)

Value	Count	Frequency (%)
7.7	24861	24.4%
7.8	10060	9.9%
7.9	9511	9.4%
8.4	9142	9.0%
7.4	7762	7.6%
7	6849	6.7%
8.3	6557	6.4%
7.6	5503	5.4%
8.6	4746	4.7%
8	4324	4.3%
Other values (5)	12378	12.2%

Value	Count	Frequency (%)
7	6849	6.7%
7.1	2042	2.0%
7.4	7762	7.6%
7.5	2159	2.1%
7.6	5503	5.4%
7.7	24861	24.4%
7.8	10060	9.9%
7.9	9511	9.4%
8	4324	4.3%
8.1	3046	3.0%

Value	Count	Frequency (%)
8.7	2568	2.5%
8.6	4746	4.7%
8.4	9142	9.0%
8.3	6557	6.4%
8.2	2563	2.5%
8.1	3046	3.0%
8	4324	4.3%
7.9	9511	9.4%
7.8	10060	9.9%
7.7	24861	24.4%

Num_of_Ratings
Real number (ℝ)

High correlation

Distinct	33
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	11495.815

Minimum	5613
Maximum	39497
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	794.6 KiB

Quantile statistics

Minimum	5613
5-th percentile	5898
Q1	6515
median	9382
Q3	13923
95-th percentile	20956
Maximum	39497
Range	33884
Interquartile range (IQR)	7408

Descriptive statistics

Standard deviation	7416.8887
Coefficient of variation (CV)	0.64518163
Kurtosis	7.0863642
Mean	11495.815
Median Absolute Deviation (MAD)	3105
Skewness	2.5945932
Sum	1.1690439 × 10⁹
Variance	55010238
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=33)

Value	Count	Frequency (%)
39497	4937	4.9%
14445	4887	4.8%
20956	4878	4.8%
14989	4866	4.8%
13923	4655	4.6%
9394	4487	4.4%
9315	3675	3.6%
7467	3630	3.6%
12641	3510	3.5%
6277	3476	3.4%
Other values (23)	58692	57.7%

Value	Count	Frequency (%)
5613	1895	1.9%
5715	1960	1.9%
5898	2563	2.5%
5932	3006	3.0%
5933	2953	2.9%
6120	2033	2.0%
6248	2502	2.5%
6277	3476	3.4%
6335	2127	2.1%
6404	1983	1.9%

Value	Count	Frequency (%)
39497	4937	4.9%
20956	4878	4.8%
15320	2825	2.8%
14989	4866	4.8%
14445	4887	4.8%
13923	4655	4.6%
12641	3510	3.5%
12340	2927	2.9%
11670	3470	3.4%
11045	2786	2.7%

Helpfulness
Real number (ℝ)

Zeros

Distinct	12
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.11225945

Minimum	0
Maximum	14
Zeros	92031
Zeros (%)	90.5%
Negative	0
Negative (%)	0.0%
Memory size	794.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	14
Range	14
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.38674756
Coefficient of variation (CV)	3.4451226
Kurtosis	58.132625
Mean	0.11225945
Median Absolute Deviation (MAD)	0
Skewness	5.2864687
Sum	11416
Variance	0.14957367
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
0	92031	90.5%
1	8340	8.2%
2	1050	1.0%
3	192	0.2%
4	42	< 0.1%
5	21	< 0.1%
6	9	< 0.1%
10	2	< 0.1%
7	2	< 0.1%
8	2	< 0.1%
Other values (2)	2	< 0.1%

Value	Count	Frequency (%)
0	92031	90.5%
1	8340	8.2%
2	1050	1.0%
3	192	0.2%
4	42	< 0.1%
5	21	< 0.1%
6	9	< 0.1%
7	2	< 0.1%
8	2	< 0.1%
9	1	< 0.1%

Value	Count	Frequency (%)
14	1	< 0.1%
10	2	< 0.1%
9	1	< 0.1%
8	2	< 0.1%
7	2	< 0.1%
6	9	< 0.1%
5	21	< 0.1%
4	42	< 0.1%
3	192	0.2%
2	1050	1.0%

is_photo
Categorical

Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	794.6 KiB

0	96432
1	5261

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	101693
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	96432	94.8%
1	5261	5.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	96432	94.8%
1	5261	5.2%

Most occurring characters

Value	Count	Frequency (%)
0	96432	94.8%
1	5261	5.2%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	101693	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	96432	94.8%
1	5261	5.2%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	101693	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	96432	94.8%
1	5261	5.2%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	101693	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	96432	94.8%
1	5261	5.2%

review_title
Text

Distinct	58013
Distinct (%)	57.0%
Missing	0
Missing (%)	0.0%
Memory size	794.6 KiB

Length

Max length	120
Median length	104
Mean length	30.736147
Min length	1

Characters and Unicode

Total characters	3125651
Distinct characters	853
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	55598 ?
Unique (%)	54.7%

Sample

1st row	Exceptional
2nd row	Very good
3rd row	Convenient location
4th row	Peaceful position in an elegant street close to 3 major stations and the Bloomsbury area.
5th row	Great little gem in the city centre

Value	Count	Frequency (%)
good	27150	5.0%
location	17475	3.2%
very	17180	3.2%
and	17051	3.2%
great	15107	2.8%
stay	14641	2.7%
a	14223	2.6%
for	13078	2.4%
the	12811	2.4%
hotel	12270	2.3%
Other values (16009)	377523	70.1%

Most occurring characters

Value	Count	Frequency (%)
	438406	14.0%
e	292527	9.4%
o	268475	8.6%
a	226999	7.3%
t	223340	7.1%
n	175424	5.6%
r	151181	4.8%
l	147815	4.7%
i	144651	4.6%
s	109867	3.5%
Other values (843)	946966	30.3%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	3125651	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
	438406	14.0%
e	292527	9.4%
o	268475	8.6%
a	226999	7.3%
t	223340	7.1%
n	175424	5.6%
r	151181	4.8%
l	147815	4.7%
i	144651	4.6%
s	109867	3.5%
Other values (843)	946966	30.3%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	3125651	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
	438406	14.0%
e	292527	9.4%
o	268475	8.6%
a	226999	7.3%
t	223340	7.1%
n	175424	5.6%
r	151181	4.8%
l	147815	4.7%
i	144651	4.6%
s	109867	3.5%
Other values (843)	946966	30.3%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	3125651	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
	438406	14.0%
e	292527	9.4%
o	268475	8.6%
a	226999	7.3%
t	223340	7.1%
n	175424	5.6%
r	151181	4.8%
l	147815	4.7%
i	144651	4.6%
s	109867	3.5%
Other values (843)	946966	30.3%

hotel_grade
Categorical

High correlation

Distinct	5
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	794.6 KiB

4	45517
3	41258
5	7828
0	4937
2	2153

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	101693
Distinct characters	5
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	3
2nd row	3
3rd row	3
4th row	3
5th row	3

Common Values

Value	Count	Frequency (%)
4	45517	44.8%
3	41258	40.6%
5	7828	7.7%
0	4937	4.9%
2	2153	2.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
4	45517	44.8%
3	41258	40.6%
5	7828	7.7%
0	4937	4.9%
2	2153	2.1%

Most occurring characters

Value	Count	Frequency (%)
4	45517	44.8%
3	41258	40.6%
5	7828	7.7%
0	4937	4.9%
2	2153	2.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	101693	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
4	45517	44.8%
3	41258	40.6%
5	7828	7.7%
0	4937	4.9%
2	2153	2.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	101693	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
4	45517	44.8%
3	41258	40.6%
5	7828	7.7%
0	4937	4.9%
2	2153	2.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	101693	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
4	45517	44.8%
3	41258	40.6%
5	7828	7.7%
0	4937	4.9%
2	2153	2.1%

employee_friendliness_score
Real number (ℝ)

High correlation

Distinct	12
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	8.5473327

Minimum	7.5
Maximum	9.1
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	794.6 KiB

Quantile statistics

Minimum	7.5
5-th percentile	8
Q1	8.4
median	8.6
Q3	8.7
95-th percentile	9.1
Maximum	9.1
Range	1.6
Interquartile range (IQR)	0.3

Descriptive statistics

Standard deviation	0.36326641
Coefficient of variation (CV)	0.042500558
Kurtosis	0.82320249
Mean	8.5473327
Median Absolute Deviation (MAD)	0.2
Skewness	-0.76187002
Sum	869203.9
Variance	0.13196248
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
8.7	20691	20.3%
8.6	14473	14.2%
8.4	10387	10.2%
8.1	9803	9.6%
9.1	9183	9.0%
8.5	8186	8.0%
9	7851	7.7%
8.8	6513	6.4%
8.3	5629	5.5%
7.5	4025	4.0%
Other values (2)	4952	4.9%

Value	Count	Frequency (%)
7.5	4025	4.0%
8	2825	2.8%
8.1	9803	9.6%
8.2	2127	2.1%
8.3	5629	5.5%
8.4	10387	10.2%
8.5	8186	8.0%
8.6	14473	14.2%
8.7	20691	20.3%
8.8	6513	6.4%

Value	Count	Frequency (%)
9.1	9183	9.0%
9	7851	7.7%
8.8	6513	6.4%
8.7	20691	20.3%
8.6	14473	14.2%
8.5	8186	8.0%
8.4	10387	10.2%
8.3	5629	5.5%
8.2	2127	2.1%
8.1	9803	9.6%

facility_score
Real number (ℝ)

High correlation

Distinct	17
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7.8512651

Minimum	6.9
Maximum	8.7
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	794.6 KiB

Quantile statistics

Minimum	6.9
5-th percentile	6.9
Q1	7.5
median	7.8
Q3	8.3
95-th percentile	8.7
Maximum	8.7
Range	1.8
Interquartile range (IQR)	0.8

Descriptive statistics

Standard deviation	0.49550699
Coefficient of variation (CV)	0.063111739
Kurtosis	-0.69441912
Mean	7.8512651
Median Absolute Deviation (MAD)	0.3
Skewness	0.06281807
Sum	798418.7
Variance	0.24552718
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=17)

Value	Count	Frequency (%)
7.8	13816	13.6%
7.5	12549	12.3%
7.6	10037	9.9%
8.7	9841	9.7%
6.9	6849	6.7%
8.3	6013	5.9%
7.7	5978	5.9%
8	5872	5.8%
7.2	4937	4.9%
8.1	4690	4.6%
Other values (7)	21111	20.8%

Value	Count	Frequency (%)
6.9	6849	6.7%
7.2	4937	4.9%
7.3	2042	2.0%
7.4	2825	2.8%
7.5	12549	12.3%
7.6	10037	9.9%
7.7	5978	5.9%
7.8	13816	13.6%
7.9	2953	2.9%
8	5872	5.8%

Value	Count	Frequency (%)
8.7	9841	9.7%
8.6	1960	1.9%
8.5	3630	3.6%
8.4	4655	4.6%
8.3	6013	5.9%
8.2	3046	3.0%
8.1	4690	4.6%
8	5872	5.8%
7.9	2953	2.9%
7.8	13816	13.6%

cleanliness_score
Real number (ℝ)

High correlation

Distinct	14
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	8.2549114

Minimum	7.3
Maximum	9.1
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	794.6 KiB

Quantile statistics

Minimum	7.3
5-th percentile	7.4
Q1	8
median	8.2
Q3	8.7
95-th percentile	8.8
Maximum	9.1
Range	1.8
Interquartile range (IQR)	0.7

Descriptive statistics

Standard deviation	0.4354913
Coefficient of variation (CV)	0.052755418
Kurtosis	-0.29176239
Mean	8.2549114
Median Absolute Deviation (MAD)	0.3
Skewness	-0.18715622
Sum	839466.7
Variance	0.18965267
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=14)

Value	Count	Frequency (%)
8.7	13231	13.0%
8.2	11895	11.7%
8.8	10903	10.7%
8.1	10541	10.4%
7.9	10440	10.3%
8	9929	9.8%
8.3	8660	8.5%
8.4	7723	7.6%
7.3	4866	4.8%
9.1	4528	4.5%
Other values (4)	8977	8.8%

Value	Count	Frequency (%)
7.3	4866	4.8%
7.4	1983	1.9%
7.5	2042	2.0%
7.8	2825	2.8%
7.9	10440	10.3%
8	9929	9.8%
8.1	10541	10.4%
8.2	11895	11.7%
8.3	8660	8.5%
8.4	7723	7.6%

Value	Count	Frequency (%)
9.1	4528	4.5%
8.8	10903	10.7%
8.7	13231	13.0%
8.5	2127	2.1%
8.4	7723	7.6%
8.3	8660	8.5%
8.2	11895	11.7%
8.1	10541	10.4%
8	9929	9.8%
7.9	10440	10.3%

comfort_score
Real number (ℝ)

High correlation

Distinct	16
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	8.2442695

Minimum	7.3
Maximum	9.1
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	794.6 KiB

Quantile statistics

Minimum	7.3
5-th percentile	7.3
Q1	8
median	8.2
Q3	8.7
95-th percentile	8.9
Maximum	9.1
Range	1.8
Interquartile range (IQR)	0.7

Descriptive statistics

Standard deviation	0.4590495
Coefficient of variation (CV)	0.055681039
Kurtosis	-0.48364911
Mean	8.2442695
Median Absolute Deviation (MAD)	0.3
Skewness	-0.11806461
Sum	838384.5
Variance	0.21072644
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=16)

Value	Count	Frequency (%)
8	16285	16.0%
8.2	10426	10.3%
7.9	9921	9.8%
8.8	9643	9.5%
8.1	9490	9.3%
8.9	7273	7.2%
8.3	6851	6.7%
7.3	6849	6.7%
8.5	6238	6.1%
8.7	4655	4.6%
Other values (6)	14062	13.8%

Value	Count	Frequency (%)
7.3	6849	6.7%
7.4	2042	2.0%
7.8	3470	3.4%
7.9	9921	9.8%
8	16285	16.0%
8.1	9490	9.3%
8.2	10426	10.3%
8.3	6851	6.7%
8.4	1895	1.9%
8.5	6238	6.1%

Value	Count	Frequency (%)
9.1	2568	2.5%
9	1960	1.9%
8.9	7273	7.2%
8.8	9643	9.5%
8.7	4655	4.6%
8.6	2127	2.1%
8.5	6238	6.1%
8.4	1895	1.9%
8.3	6851	6.7%
8.2	10426	10.3%

value_for_money_score
Real number (ℝ)

High correlation

Distinct	11
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7.7193278

Minimum	7
Maximum	8.3
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	794.6 KiB

Quantile statistics

Minimum	7
5-th percentile	7.3
Q1	7.5
median	7.7
Q3	7.9
95-th percentile	8.2
Maximum	8.3
Range	1.3
Interquartile range (IQR)	0.4

Descriptive statistics

Standard deviation	0.32353898
Coefficient of variation (CV)	0.041912843
Kurtosis	-0.62953772
Mean	7.7193278
Median Absolute Deviation (MAD)	0.2
Skewness	-0.18308805
Sum	785001.6
Variance	0.10467747
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=11)

Value	Count	Frequency (%)
7.9	24134	23.7%
7.4	13927	13.7%
7.5	12809	12.6%
7.7	9056	8.9%
8.1	8966	8.8%
7.6	8703	8.6%
8	5070	5.0%
7.3	4984	4.9%
7	4866	4.8%
8.2	4655	4.6%

Value	Count	Frequency (%)
7	4866	4.8%
7.3	4984	4.9%
7.4	13927	13.7%
7.5	12809	12.6%
7.6	8703	8.6%
7.7	9056	8.9%
7.9	24134	23.7%
8	5070	5.0%
8.1	8966	8.8%
8.2	4655	4.6%

Value	Count	Frequency (%)
8.3	4523	4.4%
8.2	4655	4.6%
8.1	8966	8.8%
8	5070	5.0%
7.9	24134	23.7%
7.7	9056	8.9%
7.6	8703	8.6%
7.5	12809	12.6%
7.4	13927	13.7%
7.3	4984	4.9%

location_score
Real number (ℝ)

High correlation

Distinct	11
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	9.1694423

Minimum	8.2
Maximum	9.7
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	794.6 KiB

Quantile statistics

Minimum	8.2
5-th percentile	8.6
Q1	9
median	9.1
Q3	9.4
95-th percentile	9.6
Maximum	9.7
Range	1.5
Interquartile range (IQR)	0.4

Descriptive statistics

Standard deviation	0.30996718
Coefficient of variation (CV)	0.033804366
Kurtosis	0.46670126
Mean	9.1694423
Median Absolute Deviation (MAD)	0.2
Skewness	-0.51048551
Sum	932468.1
Variance	0.096079653
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=11)

Value	Count	Frequency (%)
8.9	16580	16.3%
9.1	15659	15.4%
9.4	12474	12.3%
9	11728	11.5%
9.3	11003	10.8%
9.5	7664	7.5%
9.6	7505	7.4%
9.2	6710	6.6%
8.6	5673	5.6%
9.7	4655	4.6%

Value	Count	Frequency (%)
8.2	2042	2.0%
8.6	5673	5.6%
8.9	16580	16.3%
9	11728	11.5%
9.1	15659	15.4%
9.2	6710	6.6%
9.3	11003	10.8%
9.4	12474	12.3%
9.5	7664	7.5%
9.6	7505	7.4%

Value	Count	Frequency (%)
9.7	4655	4.6%
9.6	7505	7.4%
9.5	7664	7.5%
9.4	12474	12.3%
9.3	11003	10.8%
9.2	6710	6.6%
9.1	15659	15.4%
9	11728	11.5%
8.9	16580	16.3%
8.6	5673	5.6%

Crawled_date
Categorical

High correlation Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	794.6 KiB

2024-12-02	99191
2024-12-16	2502

Length

Max length	10
Median length	10
Mean length	10
Min length	10

Characters and Unicode

Total characters	1016930
Distinct characters	6
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	2024-12-02
2nd row	2024-12-02
3rd row	2024-12-02
4th row	2024-12-02
5th row	2024-12-02

Common Values

Value	Count	Frequency (%)
2024-12-02	99191	97.5%
2024-12-16	2502	2.5%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
2024-12-02	99191	97.5%
2024-12-16	2502	2.5%

Most occurring characters

Value	Count	Frequency (%)
2	404270	39.8%
-	203386	20.0%
0	200884	19.8%
1	104195	10.2%
4	101693	10.0%
6	2502	0.2%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	1016930	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
2	404270	39.8%
-	203386	20.0%
0	200884	19.8%
1	104195	10.2%
4	101693	10.0%
6	2502	0.2%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	1016930	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
2	404270	39.8%
-	203386	20.0%
0	200884	19.8%
1	104195	10.2%
4	101693	10.0%
6	2502	0.2%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	1016930	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
2	404270	39.8%
-	203386	20.0%
0	200884	19.8%
1	104195	10.2%
4	101693	10.0%
6	2502	0.2%

title_length
Real number (ℝ)

Distinct	30
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.2954382

Minimum	1
Maximum	31
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	794.6 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	1
median	4
Q3	8
95-th percentile	16
Maximum	31
Range	30
Interquartile range (IQR)	7

Descriptive statistics

Standard deviation	5.0035407
Coefficient of variation (CV)	0.94487754
Kurtosis	1.8423706
Mean	5.2954382
Median Absolute Deviation (MAD)	3
Skewness	1.4666878
Sum	538509
Variance	25.035419
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=30)

Value	Count	Frequency (%)
1	27471	27.0%
2	17294	17.0%
4	7031	6.9%
5	7021	6.9%
6	6528	6.4%
7	5387	5.3%
3	5345	5.3%
8	4403	4.3%
9	3564	3.5%
10	2888	2.8%
Other values (20)	14761	14.5%

Value	Count	Frequency (%)
1	27471	27.0%
2	17294	17.0%
3	5345	5.3%
4	7031	6.9%
5	7021	6.9%
6	6528	6.4%
7	5387	5.3%
8	4403	4.3%
9	3564	3.5%
10	2888	2.8%

Value	Count	Frequency (%)
31	1	< 0.1%
29	2	< 0.1%
28	7	< 0.1%
27	26	< 0.1%
26	49	< 0.1%
25	132	0.1%
24	250	0.2%
23	312	0.3%
22	405	0.4%
21	482	0.5%

text_length
Real number (ℝ)

High correlation

Distinct	424
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	37.019293

Minimum	1
Maximum	666
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	794.6 KiB

Quantile statistics

Minimum	1
5-th percentile	4
Q1	11
median	24
Q3	48
95-th percentile	113
Maximum	666
Range	665
Interquartile range (IQR)	37

Descriptive statistics

Standard deviation	41.234118
Coefficient of variation (CV)	1.1138548
Kurtosis	16.883715
Mean	37.019293
Median Absolute Deviation (MAD)	15
Skewness	3.1942633
Sum	3764603
Variance	1700.2525
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
6	2864	2.8%
5	2830	2.8%
7	2811	2.8%
9	2786	2.7%
8	2764	2.7%
10	2639	2.6%
4	2571	2.5%
12	2526	2.5%
11	2489	2.4%
14	2310	2.3%
Other values (414)	75103	73.9%

Value	Count	Frequency (%)
1	756	0.7%
2	1375	1.4%
3	2050	2.0%
4	2571	2.5%
5	2830	2.8%
6	2864	2.8%
7	2811	2.8%
8	2764	2.7%
9	2786	2.7%
10	2639	2.6%

Value	Count	Frequency (%)
666	1	< 0.1%
571	1	< 0.1%
568	1	< 0.1%
527	1	< 0.1%
510	1	< 0.1%
503	1	< 0.1%
493	1	< 0.1%
491	1	< 0.1%
479	1	< 0.1%
471	1	< 0.1%

time_lapsed
Real number (ℝ)

Distinct	1098
Distinct (%)	1.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	540.84004

Minimum	0
Maximum	1097
Zeros	74
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	794.6 KiB

Quantile statistics

Minimum	0
5-th percentile	58
Q1	273
median	532
Q3	819
95-th percentile	1020
Maximum	1097
Range	1097
Interquartile range (IQR)	546

Descriptive statistics

Standard deviation	310.48773
Coefficient of variation (CV)	0.57408422
Kurtosis	-1.1743369
Mean	540.84004
Median Absolute Deviation (MAD)	274
Skewness	0.012506183
Sum	54999646
Variance	96402.632
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
518	204	0.2%
511	203	0.2%
1008	187	0.2%
280	185	0.2%
882	183	0.2%
524	178	0.2%
910	178	0.2%
1001	175	0.2%
616	171	0.2%
1015	169	0.2%
Other values (1088)	99860	98.2%

Value	Count	Frequency (%)
0	74	0.1%
1	102	0.1%
2	103	0.1%
3	103	0.1%
4	90	0.1%
5	68	0.1%
6	94	0.1%
7	142	0.1%
8	81	0.1%
9	67	0.1%

Value	Count	Frequency (%)
1097	3	< 0.1%
1096	43	< 0.1%
1095	54	0.1%
1094	59	0.1%
1093	78	0.1%
1092	152	0.1%
1091	89	0.1%
1090	79	0.1%
1089	80	0.1%
1088	70	0.1%

Deviation of star ratings
Real number (ℝ)

Zeros

Distinct	104
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.3356278

Minimum	0
Maximum	7.7
Zeros	2537
Zeros (%)	2.5%
Negative	0
Negative (%)	0.0%
Memory size	794.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0.1
Q1	0.4
median	1
Q3	1.7
95-th percentile	4
Maximum	7.7
Range	7.7
Interquartile range (IQR)	1.3

Descriptive statistics

Standard deviation	1.2913934
Coefficient of variation (CV)	0.96688116
Kurtosis	5.1357452
Mean	1.3356278
Median Absolute Deviation (MAD)	0.6
Skewness	2.0643546
Sum	135824
Variance	1.6676968
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.6	7857	7.7%
0.4	7761	7.6%
0.3	7703	7.6%
1.4	5198	5.1%
1.3	4863	4.8%
0.7	4656	4.6%
1	4094	4.0%
0.1	4026	4.0%
1.6	3352	3.3%
2.3	3031	3.0%
Other values (94)	49152	48.3%

Value	Count	Frequency (%)
0	2537	2.5%
0.1	4026	4.0%
0.2	922	0.9%
0.2	2860	2.8%
0.3	7703	7.6%
0.3	2451	2.4%
0.4	7761	7.6%
0.5	929	0.9%
0.6	7857	7.7%
0.6	2	< 0.1%

Value	Count	Frequency (%)
7.7	17	< 0.1%
7.6	18	< 0.1%
7.4	110	0.1%
7.3	68	0.1%
7.2	8	< 0.1%
7.1	71	0.1%
7	93	0.1%
6.9	120	0.1%
6.8	175	0.2%
6.7	492	0.5%

FOG Index
Real number (ℝ)

High correlation

Distinct	2063
Distinct (%)	2.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	9.7008664

Minimum	0
Maximum	142.24
Zeros	13
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	794.6 KiB

Quantile statistics

Minimum	0
5-th percentile	2.8
Q1	6.61
median	8.57
Q3	11.6
95-th percentile	18.84
Maximum	142.24
Range	142.24
Interquartile range (IQR)	4.99

Descriptive statistics

Standard deviation	5.3759318
Coefficient of variation (CV)	0.55417027
Kurtosis	18.798141
Mean	9.7008664
Median Absolute Deviation (MAD)	2.49
Skewness	2.6341535
Sum	986510.21
Variance	28.900643
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
8.04	2281	2.2%
10	2164	2.1%
9.07	1680	1.7%
8.51	1616	1.6%
11.6	1607	1.6%
8.2	1549	1.5%
8	1276	1.3%
14.53	1103	1.1%
13.2	959	0.9%
12	898	0.9%
Other values (2053)	86560	85.1%

Value	Count	Frequency (%)
0	13	< 0.1%
0.4	344	0.3%
0.8	478	0.5%
1	18	< 0.1%
1.08	1	< 0.1%
1.2	716	0.7%
1.32	8	< 0.1%
1.4	56	0.1%
1.48	15	< 0.1%
1.52	6	< 0.1%

Value	Count	Frequency (%)
142.24	1	< 0.1%
120.4	1	< 0.1%
106.39	1	< 0.1%
104.98	1	< 0.1%
86.1	1	< 0.1%
84.97	1	< 0.1%
80.4	5	< 0.1%
74.51	1	< 0.1%
72.32	1	< 0.1%
66	1	< 0.1%

Flesch Reading Ease
Real number (ℝ)

High correlation

Distinct	2435
Distinct (%)	2.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	65.499026

Minimum	-555.59
Maximum	206.84
Zeros	0
Zeros (%)	0.0%
Negative	2710
Negative (%)	2.7%
Memory size	794.6 KiB

Quantile statistics

Minimum	-555.59
5-th percentile	21.74
Q1	56.93
median	71.44
Q3	81.02
95-th percentile	93.81
Maximum	206.84
Range	762.43
Interquartile range (IQR)	24.09

Descriptive statistics

Standard deviation	29.164817
Coefficient of variation (CV)	0.445271
Kurtosis	36.970882
Mean	65.499026
Median Absolute Deviation (MAD)	11.21
Skewness	-4.1086938
Sum	6660792.5
Variance	850.58653
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
68.77	845	0.8%
73.85	806	0.8%
79.26	796	0.8%
71.82	788	0.8%
81.29	785	0.8%
64.37	750	0.7%
56.93	747	0.7%
80.28	743	0.7%
78.25	709	0.7%
63.36	707	0.7%
Other values (2425)	94017	92.5%

Value	Count	Frequency (%)
-555.59	2	< 0.1%
-470.99	3	< 0.1%
-386.39	5	< 0.1%
-301.79	41	< 0.1%
-265.85	1	< 0.1%
-260.5	1	< 0.1%
-219.22	1	< 0.1%
-218.2	5	< 0.1%
-217.19	104	0.1%
-177.93	1	< 0.1%

Value	Count	Frequency (%)
206.84	13	< 0.1%
121.22	194	0.2%
120.21	171	0.2%
119.19	184	0.2%
118.68	1	< 0.1%
118.18	131	0.1%
117.77	1	< 0.1%
117.67	6	< 0.1%
117.26	1	< 0.1%
117.16	116	0.1%

depth
Real number (ℝ)

High correlation

Distinct	94036
Distinct (%)	92.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.51462251

Minimum	9.9788716 × 10^-18
Maximum	1
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	794.6 KiB

Quantile statistics

Minimum	9.9788716 × 10^-18
5-th percentile	0.039373492
Q1	0.38563247
median	0.55302141
Q3	0.67136632
95-th percentile	0.80328745
Maximum	1
Range	1
Interquartile range (IQR)	0.28573385

Descriptive statistics

Standard deviation	0.21836477
Coefficient of variation (CV)	0.4243203
Kurtosis	-0.0061038129
Mean	0.51462251
Median Absolute Deviation (MAD)	0.13414015
Skewness	-0.56272271
Sum	52333.507
Variance	0.047683175
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	1702	1.7%
0.002382441358	243	0.2%
9.97887157 × 10^-18	128	0.1%
1.939563365 × 10^-17	104	0.1%
1.32685554 × 10^-17	97	0.1%
1.135575798 × 10^-17	83	0.1%
1.049586256 × 10^-17	77	0.1%
1.000506049 × 10^-17	73	0.1%
0.2829621402	72	0.1%
0.2522073769	66	0.1%
Other values (94026)	99048	97.4%

Value	Count	Frequency (%)
9.97887157 × 10^-18	128	0.1%
1.000506049 × 10^-17	73	0.1%
1.049586256 × 10^-17	77	0.1%
1.077492818 × 10^-17	1	< 0.1%
1.0910371 × 10^-17	41	< 0.1%
1.11725568 × 10^-17	1	< 0.1%
1.120619813 × 10^-17	1	< 0.1%
1.128725693 × 10^-17	1	< 0.1%
1.135575798 × 10^-17	83	0.1%
1.135964433 × 10^-17	1	< 0.1%

Value	Count	Frequency (%)
1	1702	1.7%
0.9617011723	1	< 0.1%
0.9590542372	1	< 0.1%
0.9544693421	1	< 0.1%
0.9543592049	1	< 0.1%
0.9502031837	1	< 0.1%
0.9448245866	1	< 0.1%
0.9408650086	1	< 0.1%
0.9407216602	1	< 0.1%
0.9393919822	1	< 0.1%

breadth
Real number (ℝ)

High correlation

Distinct	93119
Distinct (%)	91.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.0915893

Minimum	0.11451788
Maximum	5.402044
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	794.6 KiB

Quantile statistics

Minimum	0.11451788
5-th percentile	0.92230132
Q1	1.4424259
median	1.9107594
Q3	2.5383131
95-th percentile	4.0986157
Maximum	5.402044
Range	5.2875261
Interquartile range (IQR)	1.0958872

Descriptive statistics

Standard deviation	0.94935818
Coefficient of variation (CV)	0.45389321
Kurtosis	1.1123125
Mean	2.0915893
Median Absolute Deviation (MAD)	0.52768523
Skewness	0.96340279
Sum	212699.99
Variance	0.90128096
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.1145178764	1702	1.7%
4.514983221	458	0.5%
5.402044023	377	0.4%
3.784350471	243	0.2%
3.182034107	183	0.2%
4.053054492	128	0.1%
4.272895225	110	0.1%
3.671437901	97	0.1%
4.191737262	90	0.1%
4.471387918	83	0.1%
Other values (93109)	98222	96.6%

Value	Count	Frequency (%)
0.1145178764	1702	1.7%
0.367216634	1	< 0.1%
0.3729368476	1	< 0.1%
0.3735259523	1	< 0.1%
0.3754088904	1	< 0.1%
0.3874966346	1	< 0.1%
0.3880055101	1	< 0.1%
0.3884958044	1	< 0.1%
0.3912099536	1	< 0.1%
0.3929158163	1	< 0.1%

Value	Count	Frequency (%)
5.402044023	377	0.4%
5.402044023	4	< 0.1%
5.401914478	1	< 0.1%
5.40180921	1	< 0.1%
5.401558958	1	< 0.1%
5.401426672	1	< 0.1%
5.401373315	1	< 0.1%
5.401329444	1	< 0.1%
5.40128233	1	< 0.1%
5.401153131	1	< 0.1%

Interactions

Correlations

	Average_Rating	Crawled_date	Deviation of star ratings	FOG Index	Flesch Reading Ease	Helpfulness	Hotel_Name	Num_of_Ratings	Rating	Unnamed: 0	breadth	cleanliness_score	comfort_score	depth	employee_friendliness_score	facility_score	hotel_grade	is_photo	location_score	text_length	time_lapsed	title_length	value_for_money_score
Average_Rating	1.000	0.219	-0.013	0.007	-0.047	-0.013	1.000	-0.304	0.276	-0.081	0.040	0.909	0.876	-0.021	0.829	0.939	0.515	0.066	0.151	-0.032	0.035	-0.002	0.694
Crawled_date	0.219	1.000	0.061	0.007	0.011	0.000	1.000	0.189	0.017	0.479	0.044	0.298	0.322	0.038	0.354	0.323	0.192	0.001	0.320	0.013	0.029	0.009	0.693
Deviation of star ratings	-0.013	0.061	1.000	-0.010	0.019	-0.043	0.183	-0.065	-0.053	0.067	-0.014	0.013	0.013	-0.017	0.009	0.020	0.119	0.037	-0.095	0.047	-0.015	-0.072	0.006
FOG Index	0.007	0.007	-0.010	1.000	-0.751	-0.001	0.016	0.020	0.010	0.002	0.080	-0.000	0.004	-0.070	0.006	0.006	0.010	0.024	0.025	-0.089	0.005	0.027	-0.020
Flesch Reading Ease	-0.047	0.011	0.019	-0.751	1.000	0.023	0.030	0.009	-0.106	0.000	-0.162	-0.033	-0.033	0.127	-0.049	-0.042	0.014	0.026	-0.011	0.286	-0.002	0.012	-0.008
Helpfulness	-0.013	0.000	-0.043	-0.001	0.023	1.000	0.029	-0.004	-0.078	-0.035	-0.062	-0.008	-0.007	0.041	-0.030	-0.006	0.011	0.025	-0.020	0.120	0.029	0.030	-0.003
Hotel_Name	1.000	1.000	0.183	0.016	0.030	0.029	1.000	1.000	0.153	0.936	0.121	1.000	1.000	0.096	1.000	1.000	1.000	0.129	1.000	0.022	0.106	0.027	1.000
Num_of_Ratings	-0.304	0.189	-0.065	0.020	0.009	-0.004	1.000	1.000	-0.074	-0.093	-0.072	-0.349	-0.221	0.064	-0.319	-0.307	0.604	0.106	0.362	-0.001	0.040	0.035	-0.382
Rating	0.276	0.017	-0.053	0.010	-0.106	-0.078	0.153	-0.074	1.000	-0.004	0.051	0.258	0.258	-0.009	0.243	0.265	0.125	0.066	0.064	-0.187	-0.001	-0.020	0.188
Unnamed: 0	-0.081	0.479	0.067	0.002	0.000	-0.035	0.936	-0.093	-0.004	1.000	-0.011	-0.021	-0.035	0.024	0.116	-0.098	0.554	0.079	0.071	-0.008	0.022	0.008	0.086
breadth	0.040	0.044	-0.014	0.080	-0.162	-0.062	0.121	-0.072	0.051	-0.011	1.000	0.021	0.001	-0.787	0.039	0.037	0.034	0.064	-0.051	-0.535	-0.022	-0.153	0.020
cleanliness_score	0.909	0.298	0.013	-0.000	-0.033	-0.008	1.000	-0.349	0.258	-0.021	0.021	1.000	0.958	-0.003	0.811	0.945	0.531	0.069	0.093	-0.020	0.028	0.002	0.729
comfort_score	0.876	0.322	0.013	0.004	-0.033	-0.007	1.000	-0.221	0.258	-0.035	0.001	0.958	1.000	0.018	0.785	0.938	0.473	0.058	0.117	-0.019	0.058	0.008	0.634
depth	-0.021	0.038	-0.017	-0.070	0.127	0.041	0.096	0.064	-0.009	0.024	-0.787	-0.003	0.018	1.000	-0.012	-0.019	0.027	0.046	0.050	0.426	0.035	0.133	-0.005
employee_friendliness_score	0.829	0.354	0.009	0.006	-0.049	-0.030	1.000	-0.319	0.243	0.116	0.039	0.811	0.785	-0.012	1.000	0.790	0.426	0.086	0.105	-0.032	0.034	0.000	0.664
facility_score	0.939	0.323	0.020	0.006	-0.042	-0.006	1.000	-0.307	0.265	-0.098	0.037	0.945	0.938	-0.019	0.790	1.000	0.653	0.067	0.054	-0.026	0.030	-0.007	0.678
hotel_grade	0.515	0.192	0.119	0.010	0.014	0.011	1.000	0.604	0.125	0.554	0.034	0.531	0.473	0.027	0.426	0.653	1.000	0.061	0.433	0.014	0.055	0.014	0.321
is_photo	0.066	0.001	0.037	0.024	0.026	0.025	0.129	0.106	0.066	0.079	0.064	0.069	0.058	0.046	0.086	0.067	0.061	1.000	0.053	0.099	0.011	0.051	0.056
location_score	0.151	0.320	-0.095	0.025	-0.011	-0.020	1.000	0.362	0.064	0.071	-0.051	0.093	0.117	0.050	0.105	0.054	0.433	0.053	1.000	-0.000	-0.003	0.055	0.028
text_length	-0.032	0.013	0.047	-0.089	0.286	0.120	0.022	-0.001	-0.187	-0.008	-0.535	-0.020	-0.019	0.426	-0.032	-0.026	0.014	0.099	-0.000	1.000	-0.028	0.223	-0.013
time_lapsed	0.035	0.029	-0.015	0.005	-0.002	0.029	0.106	0.040	-0.001	0.022	-0.022	0.028	0.058	0.035	0.034	0.030	0.055	0.011	-0.003	-0.028	1.000	-0.003	0.062
title_length	-0.002	0.009	-0.072	0.027	0.012	0.030	0.027	0.035	-0.020	0.008	-0.153	0.002	0.008	0.133	0.000	-0.007	0.014	0.051	0.055	0.223	-0.003	1.000	-0.007
value_for_money_score	0.694	0.693	0.006	-0.020	-0.008	-0.003	1.000	-0.382	0.188	0.086	0.020	0.729	0.634	-0.005	0.664	0.678	0.321	0.056	0.028	-0.013	0.062	-0.007	1.000

Missing values

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

Sample

	Unnamed: 0	Hotel_Name	Review_Text	Posted_Date	Rating	Average_Rating	Num_of_Ratings	review_title	hotel_grade	employee_friendliness_score	facility_score	cleanliness_score	comfort_score	value_for_money_score	location_score	Crawled_date	title_length	text_length	time_lapsed	Deviation of star ratings	FOG Index	Flesch Reading Ease	depth	breadth
0	0	studios2let	Perfect location with good connections and shops and pubs	2024-05-01	10.0	7.6	11670	Exceptional	3	8.3	7.5	7.9	7.8	7.6	9.3	2024-12-02	1	9	215	2.4	12.49	62.34	0.404319	2.930427
1	1	studios2let	The room had everything you needed. Near to amenities, was good room for price just needs little updatingThe bed was so hard it felt like sleeping on a hard floor, you had to make sure you had something on your feet as flooring pinched you feet needs changing	2024-12-02	8.0	7.6	11670	Very good	3	8.3	7.5	7.9	7.8	7.6	9.3	2024-12-02	2	48	0	0.4	10.43	80.96	0.550483	1.213568
2	2	studios2let	Conveniently nearby St. Pancras, very small but clean and pleasant room (first floor with small balcony to street side). Interesting area.Luggage service can be improved by offering to lock luggage up instead of it just being put into the hall with all risks on the guests.	2024-12-01	8.0	7.6	11670	Convenient location	3	8.3	7.5	7.9	7.8	7.6	9.3	2024-12-02	2	46	1	0.4	7.86	72.87	0.593700	1.601652
3	3	studios2let	Reception staffed 24 hours a day.All good.	2024-12-01	9.0	7.6	11670	Peaceful position in an elegant street close to 3 major stations and the Bloomsbury area.	3	8.3	7.5	7.9	7.8	7.6	9.3	2024-12-02	15	7	1	1.4	8.51	81.29	0.343037	2.708736
4	4	studios2let	Very convenient to King’s Cross and the cityA little dated could do with a lick of paint	2024-11-30	8.0	7.6	11670	Great little gem in the city centre	3	8.3	7.5	7.9	7.8	7.6	9.3	2024-12-02	7	17	2	0.4	9.15	88.06	0.705426	1.030207
5	5	studios2let	Located in a quiet area but close to Kings Cross station so getting around was easy. Several little pubs nearby for dining and some good coffee shops too.There is no lift so dragging a heavy suitcase up and down stairs was challenging. We had booked a room with terrace but the outdoor space was really minuscule - not what we had expected from the photos.	2024-11-30	7.0	7.6	11670	Convenient, quiet location.	3	8.3	7.5	7.9	7.8	7.6	9.3	2024-12-02	3	65	2	0.6	8.90	72.16	0.493165	1.671327
6	6	studios2let	It's spacious, good value and so very quiet for London.You sometimes have to wriggle the loo flusher to stop it running and running	2024-11-30	9.0	7.6	11670	Superb	3	8.3	7.5	7.9	7.8	7.6	9.3	2024-12-02	1	23	2	1.4	4.60	76.72	0.440611	1.477398
7	7	studios2let	LocationLot of stairs (bad knee)	2024-11-29	9.0	7.6	11670	Ideal location for travelling round	3	8.3	7.5	7.9	7.8	7.6	9.3	2024-12-02	5	5	3	1.4	10.00	66.40	0.412727	2.357962
8	8	studios2let	Location was great, so near the stationWe were on the top floor, six flights of stairs and no lift.\nHeating was on 24:7 full temperature and no means of reducing it!	2024-11-29	7.0	7.6	11670	Perfect location,	3	8.3	7.5	7.9	7.8	7.6	9.3	2024-12-02	2	31	3	0.6	11.36	81.12	0.508956	1.917493
9	9	studios2let	The location which is excellent for public transport and local dining. \nFriendly staffed reception where we could leave our travel bags all day after checking out.The climb up 3 flights of stairs was exhausting but it was our choice.\nIt was a small room and the kitchen facilities were very sparse ( but we didn't need them)	2024-11-28	8.0	7.6	11670	Ideal accommodation for a short stay in London near St Pancreas station	3	8.3	7.5	7.9	7.8	7.6	9.3	2024-12-02	12	57	4	0.4	9.17	74.19	0.778746	1.675657

	Unnamed: 0	Hotel_Name	Review_Text	Posted_Date	Rating	Average_Rating	Num_of_Ratings	is_photo	review_title	hotel_grade	employee_friendliness_score	facility_score	cleanliness_score	comfort_score	value_for_money_score	location_score	Crawled_date	title_length	text_length	time_lapsed	Deviation of star ratings	FOG Index	Flesch Reading Ease	depth	breadth
101683	103553	montanahotel	Just the locationVery poor facilities . Rooms are pretty old and the toilets are not functioning at the best . Breakfast was also very basic . If you need an English breakfast you need to upgrade and pay extra and it’s absolutely not worth it . Hash brown being the most basic was ridiculous. They really need to improve a lot . The only thing was staff was cooperative and helpful .	2023-09-18	3.0	7.8	6248	0	나쁨	3	9.0	7.7	8.2	8.2	8.0	9.4	2024-12-16	1	72	455	4.8	6.79	70.39	0.616648	1.496253
101684	103555	montanahotel	It was good enoughDelayed check in, cracked basin in bathroom, water pressure poor. Everything else was fine.	2023-07-11	6.0	7.8	6248	0	Not a bad place to stay if it’s where you need to be.	3	9.0	7.7	8.2	8.2	8.0	9.4	2024-12-16	13	17	524	1.8	3.40	79.77	0.527146	2.300939
101685	103556	montanahotel	locationhot room, shower didn’t drain, broken sink	2023-07-01	5.0	7.8	6248	0	Great location and generally clean spot but the place is a bit a dated and the basement room was damp, hot and a bit mus	3	9.0	7.7	8.2	8.2	8.0	9.4	2024-12-16	25	7	534	2.8	8.51	38.99	0.174663	2.642188
101686	103557	montanahotel	Good to have tea/coffee and a fridge in the room.The building is beautiful but the interior decor leaves a lot to be desired. The hotel is Indian in style...red/gold...faded wallpaper and threadbare carpets...the room was OK but again needed updating. We were in the basement with no view...only rubbish out of the window. There was no hot breakfast so only cereals, fruit and pastries...but it was in a pleasant location...near the tube and shops/pubs etc...only a short walk to the Natural History museum.	2023-04-25	6.0	7.8	6248	0	Lovely building with quite a grand entrance...let down by the interior...fine for overnight stay.	3	9.0	7.7	8.2	8.2	8.0	9.4	2024-12-16	14	83	601	1.8	6.37	63.86	0.681052	1.021631
101687	103558	montanahotel	locationwater pressure was non existent.\ndespite several request to address the problem.	2023-03-25	3.0	7.8	6248	0	while the staff was nice. They did very little to remedy the lack of shower and hot water problem we had .	3	9.0	7.7	8.2	8.2	8.0	9.4	2024-12-16	22	12	632	4.8	9.07	23.09	0.517236	2.098524
101688	103559	montanahotel	Convenient and classy. The staff are excellent people, and Light of India is a fantastic restaurant. I would certainly stay again.N/A	2022-12-28	10.0	7.8	6248	0	Highly recommend this little gem situated in my favourite part of town.	3	9.0	7.7	8.2	8.2	8.0	9.4	2024-12-16	12	21	719	2.2	8.51	64.37	0.609116	1.975976
101689	103560	montanahotel	lovely atmosphere, extremely friendly and helpful staff.	2022-07-01	10.0	7.8	6248	0	Perfect location for our visit to the Royal Albert Hall and the Natural History Museum. would	3	9.0	7.7	8.2	8.2	8.0	9.4	2024-12-16	16	7	899	2.2	14.23	30.53	0.187846	3.066338
101690	103561	montanahotel	It was a single room, a little small but it was fine for 1 person, it had everything I needed	2022-06-28	10.0	7.8	6248	1	The staff were very friendly and helpful. The position was perfect for sightseeing	3	9.0	7.7	8.2	8.2	8.0	9.4	2024-12-16	13	20	902	2.2	8.00	76.56	0.328068	2.343981
101691	103562	montanahotel	Very clean and well maintained.The rooms are very nice and comfortable with staffs professionalism.The food are delicious,nice breakfast,lunch ,dinner and the cocktails are exceptional.Notting much just that there’s no parking.	2022-02-16	10.0	7.8	6248	1	Myself and my wife really enjoy our stay at this hotel,we love the service and all the staffs are amazing.Looking forwar	3	9.0	7.7	8.2	8.2	8.0	9.4	2024-12-16	21	30	1034	2.2	8.33	63.86	0.535681	2.192362
101692	103563	montanahotel	The staff were very friendly and helpful! Especially Kampas The hotel was very clean and the fact that they had a wonderful Indian restaurant as part of it was amazing. Best Vindaloo ever!!!!Shower a tad small but adequate xx	2022-02-06	10.0	7.8	6248	1	Loved every minute! we will be back!! Xxx	3	9.0	7.7	8.2	8.2	8.0	9.4	2024-12-16	8	39	1044	2.2	5.97	69.99	0.586610	1.649065

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